Hyperparameter Optimization in Machine Learning: Make Your Machine Learning and Deep Learning Models More Efficient

© Tanmay Agrawal 2021

T. AgrawalHyperparameter Optimization in Machine Learninghttps://doi.org/10.1007/978-1-4842-6579-6_2

2. Hyperparameter Optimization Using Scikit-Learn

Tanay Agrawal¹  

(1)

Bangalore, Karnataka, India

 

In the previous chapter, you learned what hyperparameters are and how they affect the performance of an algorithm. Now that you know how important it is to tune hyperparameters, this chapter introduces you to some simple yet powerful uses of algorithms implemented in the scikit-learn library for hyperparameter optimization. Scikit-learn is one of the most widely used open source libraries for machine learning practices. It’s simple to use and really effective in predictive analysis.

Changing Hyperparameters

You know from Chapter